{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 散点图",
   "id": "9257aeb4d0bc3b8f"
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-08-23T03:08:56.868748Z",
     "start_time": "2024-08-23T03:08:56.846612Z"
    }
   },
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ],
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:07:57.419011Z",
     "start_time": "2024-08-23T03:07:57.114426Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.linspace(0, 100, 100)\n",
    "# 数据是列表\n",
    "sns.jointplot(x=x, y=x ** 2)"
   ],
   "id": "f4e7da75fffa56d5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x19b2d37fc08>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:09:56.626517Z",
     "start_time": "2024-08-23T03:09:56.595274Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 构建DF\n",
    "data = pd.DataFrame(\n",
    "    {\n",
    "        \"x\": x,\n",
    "        \"y\": np.sin(x)\n",
    "    }\n",
    ")\n",
    "data"
   ],
   "id": "5b22ab7db5f9a7e0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "             x         y\n",
       "0     0.000000  0.000000\n",
       "1     1.010101  0.846886\n",
       "2     2.020202  0.900705\n",
       "3     3.030303  0.111060\n",
       "4     4.040404 -0.782588\n",
       "..         ...       ...\n",
       "95   95.959596  0.990073\n",
       "96   96.969697  0.407464\n",
       "97   97.979798 -0.556715\n",
       "98   98.989899 -0.999558\n",
       "99  100.000000 -0.506366\n",
       "\n",
       "[100 rows x 2 columns]"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.010101</td>\n",
       "      <td>0.846886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.020202</td>\n",
       "      <td>0.900705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.030303</td>\n",
       "      <td>0.111060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.040404</td>\n",
       "      <td>-0.782588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>95.959596</td>\n",
       "      <td>0.990073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>96.969697</td>\n",
       "      <td>0.407464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>97.979798</td>\n",
       "      <td>-0.556715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>98.989899</td>\n",
       "      <td>-0.999558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>-0.506366</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 2 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:15:08.129901Z",
     "start_time": "2024-08-23T03:15:07.759850Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 数据是DF\n",
    "# reg:增量拟合线\n",
    "sns.jointplot(data=data, x=\"x\", y=\"y\", kind=\"reg\")"
   ],
   "id": "befc6c307494dcd1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x19b2f671f08>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 箱线图",
   "id": "9d66bd7c345b75de"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:18:29.980156Z",
     "start_time": "2024-08-23T03:18:29.895258Z"
    }
   },
   "cell_type": "code",
   "source": [
    "age = [2, 3, 4, 6, 10, 55, 20, 21, 2, 1, 2, 3, 2, 1, 2, 1, 3, 23, 1, 21, 100]\n",
    "# 箱线图:用于判断离群值\n",
    "sns.boxplot(data=age)"
   ],
   "id": "82dee98a5a99f08d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:20:34.165255Z",
     "start_time": "2024-08-23T03:20:34.133891Z"
    }
   },
   "cell_type": "code",
   "source": [
    "students = pd.read_csv(\n",
    "    \"../../data/student.txt\",\n",
    "    sep=\",\",\n",
    "    header=None,\n",
    "    names=[\"id\", \"name\", \"age\", \"sex\", \"clazz\"],\n",
    "    encoding=\"utf-8\"\n",
    ")\n",
    "students"
   ],
   "id": "6744ec410a24b210",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "             id name  age sex clazz\n",
       "0    1500100001  施笑槐   22   女  文科六班\n",
       "1    1500100002  吕金鹏   24   男  文科六班\n",
       "2    1500100003  单乐蕊   22   女  理科六班\n",
       "3    1500100004  葛德曜   24   男  理科三班\n",
       "4    1500100005  宣谷芹   22   女  理科五班\n",
       "..          ...  ...  ...  ..   ...\n",
       "995  1500100996  厉运凡   24   男  文科三班\n",
       "996  1500100997  陶敬曦   21   男  理科六班\n",
       "997  1500100998  容昆宇   22   男  理科四班\n",
       "998  1500100999  钟绮晴   23   女  文科五班\n",
       "999  1500101000  符瑞渊   23   男  理科六班\n",
       "\n",
       "[1000 rows x 5 columns]"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>clazz</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1500100001</td>\n",
       "      <td>施笑槐</td>\n",
       "      <td>22</td>\n",
       "      <td>女</td>\n",
       "      <td>文科六班</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1500100002</td>\n",
       "      <td>吕金鹏</td>\n",
       "      <td>24</td>\n",
       "      <td>男</td>\n",
       "      <td>文科六班</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1500100003</td>\n",
       "      <td>单乐蕊</td>\n",
       "      <td>22</td>\n",
       "      <td>女</td>\n",
       "      <td>理科六班</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1500100004</td>\n",
       "      <td>葛德曜</td>\n",
       "      <td>24</td>\n",
       "      <td>男</td>\n",
       "      <td>理科三班</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1500100005</td>\n",
       "      <td>宣谷芹</td>\n",
       "      <td>22</td>\n",
       "      <td>女</td>\n",
       "      <td>理科五班</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>1500100996</td>\n",
       "      <td>厉运凡</td>\n",
       "      <td>24</td>\n",
       "      <td>男</td>\n",
       "      <td>文科三班</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>1500100997</td>\n",
       "      <td>陶敬曦</td>\n",
       "      <td>21</td>\n",
       "      <td>男</td>\n",
       "      <td>理科六班</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>1500100998</td>\n",
       "      <td>容昆宇</td>\n",
       "      <td>22</td>\n",
       "      <td>男</td>\n",
       "      <td>理科四班</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>1500100999</td>\n",
       "      <td>钟绮晴</td>\n",
       "      <td>23</td>\n",
       "      <td>女</td>\n",
       "      <td>文科五班</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>1500101000</td>\n",
       "      <td>符瑞渊</td>\n",
       "      <td>23</td>\n",
       "      <td>男</td>\n",
       "      <td>理科六班</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 5 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:20:55.515575Z",
     "start_time": "2024-08-23T03:20:55.421812Z"
    }
   },
   "cell_type": "code",
   "source": "sns.boxplot(data=students[\"age\"])",
   "id": "d3d340e691c8f75c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:22:28.751952Z",
     "start_time": "2024-08-23T03:22:28.635881Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from pylab import mpl\n",
    "\n",
    "# 设置文件现在字体\n",
    "mpl.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "\n",
    "sns.boxplot(data=students, x=\"sex\", y=\"age\")"
   ],
   "id": "ef624ef904bb5ea7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='sex', ylabel='age'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 17
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 直方图",
   "id": "c442e09cba38382d"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:25:53.833383Z",
     "start_time": "2024-08-23T03:25:53.612820Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 随机生成标准正太分布的数据\n",
    "x = np.random.normal(size=10000)\n",
    "sns.displot(x)"
   ],
   "id": "2fb46b19d70e63e",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Program Files\\python3\\lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x19b30095f88>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Program Files\\python3\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "D:\\Program Files\\python3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 柱状图",
   "id": "102e4a97c8103ea9"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:27:28.108661Z",
     "start_time": "2024-08-23T03:27:27.966004Z"
    }
   },
   "cell_type": "code",
   "source": "sns.countplot(data=students, x=\"clazz\")",
   "id": "5bfaa1c1e401deb9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='clazz', ylabel='count'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 22
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:28:08.216647Z",
     "start_time": "2024-08-23T03:28:08.029114Z"
    }
   },
   "cell_type": "code",
   "source": "sns.countplot(data=students, x=\"clazz\", hue=\"sex\")",
   "id": "8dad1ef5f77174ea",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='clazz', ylabel='count'>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 24
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 核密度图",
   "id": "74b8c731aee178f6"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:28:56.669098Z",
     "start_time": "2024-08-23T03:28:56.507125Z"
    }
   },
   "cell_type": "code",
   "source": "sns.kdeplot(x)",
   "id": "3b8fd916c01ad1a2",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Program Files\\python3\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "D:\\Program Files\\python3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 小提琴图",
   "id": "15f6245dba1556f4"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:29:59.545041Z",
     "start_time": "2024-08-23T03:29:59.429073Z"
    }
   },
   "cell_type": "code",
   "source": [
    "age = [2, 3, 4, 6, 10, 55, 20, 21, 2, 1, 2, 3, 2, 1, 2, 1, 3, 23, 1, 21, 100]\n",
    "# 箱线图:用于判断离群值\n",
    "sns.violinplot(x=age)"
   ],
   "id": "ad3add32ab232337",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Program Files\\python3\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "D:\\Program Files\\python3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 26
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:31:22.226709Z",
     "start_time": "2024-08-23T03:31:22.211088Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 构建DF\n",
    "data = pd.DataFrame(\n",
    "    {\n",
    "        \"x\": x,\n",
    "        \"y\": np.sin(x),\n",
    "        \"z\": x ** 2,\n",
    "        \"k\": -x\n",
    "    }\n",
    ")\n",
    "data"
   ],
   "id": "1059194855680595",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "             x         y         z         k\n",
       "0     0.378175  0.369225  0.143016 -0.378175\n",
       "1     0.400987  0.390327  0.160791 -0.400987\n",
       "2    -2.144904 -0.839677  4.600615  2.144904\n",
       "3    -0.316137 -0.310897  0.099942  0.316137\n",
       "4    -0.558314 -0.529757  0.311715  0.558314\n",
       "...        ...       ...       ...       ...\n",
       "9995 -0.473110 -0.455656  0.223833  0.473110\n",
       "9996  0.443870  0.429438  0.197021 -0.443870\n",
       "9997  1.567559  0.999995  2.457241 -1.567559\n",
       "9998 -0.337437 -0.331070  0.113864  0.337437\n",
       "9999  0.257074  0.254251  0.066087 -0.257074\n",
       "\n",
       "[10000 rows x 4 columns]"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "      <th>k</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.378175</td>\n",
       "      <td>0.369225</td>\n",
       "      <td>0.143016</td>\n",
       "      <td>-0.378175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.400987</td>\n",
       "      <td>0.390327</td>\n",
       "      <td>0.160791</td>\n",
       "      <td>-0.400987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.144904</td>\n",
       "      <td>-0.839677</td>\n",
       "      <td>4.600615</td>\n",
       "      <td>2.144904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.316137</td>\n",
       "      <td>-0.310897</td>\n",
       "      <td>0.099942</td>\n",
       "      <td>0.316137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.558314</td>\n",
       "      <td>-0.529757</td>\n",
       "      <td>0.311715</td>\n",
       "      <td>0.558314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9995</th>\n",
       "      <td>-0.473110</td>\n",
       "      <td>-0.455656</td>\n",
       "      <td>0.223833</td>\n",
       "      <td>0.473110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9996</th>\n",
       "      <td>0.443870</td>\n",
       "      <td>0.429438</td>\n",
       "      <td>0.197021</td>\n",
       "      <td>-0.443870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9997</th>\n",
       "      <td>1.567559</td>\n",
       "      <td>0.999995</td>\n",
       "      <td>2.457241</td>\n",
       "      <td>-1.567559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9998</th>\n",
       "      <td>-0.337437</td>\n",
       "      <td>-0.331070</td>\n",
       "      <td>0.113864</td>\n",
       "      <td>0.337437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9999</th>\n",
       "      <td>0.257074</td>\n",
       "      <td>0.254251</td>\n",
       "      <td>0.066087</td>\n",
       "      <td>-0.257074</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 4 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 27
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 点对图",
   "id": "35615830dbcc065f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:31:35.519926Z",
     "start_time": "2024-08-23T03:31:33.341800Z"
    }
   },
   "cell_type": "code",
   "source": "sns.pairplot(data)",
   "id": "49155ae998543315",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Program Files\\python3\\lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x19b316f8b48>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Program Files\\python3\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "D:\\Program Files\\python3\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 28
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "192e94f177c80067"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 饼图",
   "id": "6bfdce729cf4ec4d"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:33:10.175605Z",
     "start_time": "2024-08-23T03:33:10.075350Z"
    }
   },
   "cell_type": "code",
   "source": "students[\"clazz\"].value_counts().plot.pie()",
   "id": "e0f75626b2f88f04",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='clazz'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-08-23T03:33:40.968153Z",
     "start_time": "2024-08-23T03:33:40.821124Z"
    }
   },
   "cell_type": "code",
   "source": "students[\"clazz\"].value_counts().plot.bar()",
   "id": "7828a190ee7789e3",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 33
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "fac01bc527e6c1ff"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
